The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-02-14"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "108814252 (up from 108536882 yesterday: 0.26 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "2399866 (up from 2393751 yesterday: 0.26 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 9596716

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.21



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 27640282 64938 0.24 2492391 485336 1088 0.22 1.76
India 10916589 11649 0.11 248853 155732 90 0.06 1.43
Brazil 9834513 24759 0.25 989936 239245 713 0.30 2.43
United Kingdom 4049920 10991 0.27 392063 117387 259 0.22 2.90
Russia 4026506 13968 0.35 347259 78825 422 0.54 1.96
France 3467884 833 0.02 355829 80961 6 0.01 2.33
Spain 3056035 0 0.00 556475 64747 0 0.00 2.12
Italy 2721879 11060 0.41 255066 93577 221 0.24 3.44
Turkey 2586183 6287 0.24 156578 27471 94 0.34 1.06
Germany 2341744 4838 0.21 193975 65107 117 0.18 2.78
Colombia 2195039 4923 0.22 179554 57605 180 0.31 2.62
Argentina 2025798 4245 0.21 158575 50236 48 0.10 2.48
Mexico 1992794 4099 0.21 229575 174207 436 0.25 8.74
Poland 1588955 5334 0.34 113510 40807 98 0.24 2.57
Iran 1518263 7390 0.49 145286 58945 62 0.11 3.88
South Africa 1491807 1744 0.12 78821 47899 78 0.16 3.21
Ukraine 1316520 3311 0.25 84555 25631 53 0.21 1.95
Peru 1235298 14550 1.19 141360 43703 448 1.04 3.54
Indonesia 1217468 6765 0.56 228206 33183 247 0.75 2.73
Czechia 1088009 5160 0.48 150392 18143 85 0.47 1.67
Netherlands 1043541 3471 0.33 81388 14936 23 0.15 1.43
Canada 830612 2204 0.27 78571 21261 23 0.11 2.56
Portugal 785756 1677 0.21 149566 15321 138 0.91 1.95
Chile 776209 3813 0.49 77099 19541 98 0.50 2.52
Romania 761963 1872 0.25 50953 19366 41 0.21 2.54
Belgium 738631 1516 0.21 44965 21662 28 0.13 2.93
Israel 724380 2534 0.35 126977 5388 37 0.69 0.74
Iraq 643852 2224 0.35 30089 13179 15 0.11 2.05
Sweden 608411 0 0.00 61245 12428 0 0.00 2.04
Pakistan 564077 1048 0.19 30036 12333 26 0.21 2.19
Philippines 549176 1921 0.35 35557 11515 8 0.07 2.10
Switzerland 540727 0 0.00 31448 9765 10 0.10 1.81
Bangladesh 540592 326 0.06 8793 8274 8 0.10 1.53
Morocco 478474 339 0.07 12185 8477 17 0.20 1.77
Austria 433487 1184 0.27 28773 8211 16 0.20 1.89
Serbia 420879 1386 0.33 37276 4230 16 0.38 1.01
Japan 416154 1351 0.33 50255 6966 38 0.55 1.67
Hungary 387462 1707 0.44 27888 13706 70 0.51 3.54
Saudi Arabia 372732 322 0.09 6361 6433 4 0.06 1.73
United Arab Emirates 348772 3167 0.92 70817 1014 13 1.30 0.29
Jordan 347250 2447 0.71 26797 4455 11 0.25 1.28
Lebanon 339129 2130 0.63 59532 3993 32 0.81 1.18
Panama 332179 487 0.15 20935 5636 15 0.27 1.70
Slovakia 277682 1448 0.52 41206 5885 73 1.26 2.12
Nepal 272718 104 0.04 3268 2054 0 0.00 0.75
Belarus 268687 1658 0.62 31076 1849 9 0.49 0.69
Ecuador 267223 1696 0.64 25931 15321 52 0.34 5.73
Georgia 265557 357 0.13 12039 3352 9 0.27 1.26
Malaysia 264269 2464 0.94 80468 965 7 0.73 0.37
Kazakhstan 251267 868 0.35 25376 3140 5 0.16 1.25
Croatia 237657 198 0.08 8737 5318 19 0.36 2.24
Bolivia 236732 696 0.29 35695 11202 47 0.42 4.73
Azerbaijan 232123 128 0.06 3148 3180 2 0.06 1.37
Dominican Republic 229768 873 0.38 25822 2944 12 0.41 1.28
Bulgaria 229679 163 0.07 14862 9624 16 0.17 4.19
Tunisia 223244 740 0.33 25871 7544 36 0.48 3.38
Ireland 209582 786 0.38 22028 3948 17 0.43 1.88
Denmark 205049 295 0.14 9696 2293 8 0.35 1.12
Costa Rica 199187 0 0.00 9879 2714 0 0.00 1.36
Lithuania 187991 0 0.00 11289 2988 0 0.00 1.59
Slovenia 179477 329 0.18 21647 3717 12 0.32 2.07
Kuwait 177701 798 0.45 16416 1003 5 0.50 0.56
Egypt 173813 611 0.35 11996 9994 59 0.59 5.75
Greece 172128 662 0.39 20148 6126 23 0.38 3.56
Moldova 170186 381 0.22 13984 3651 11 0.30 2.15
Armenia 169167 145 0.09 3131 3141 1 0.03 1.86
West Bank and Gaza 167604 804 0.48 12190 1933 3 0.16 1.15
Guatemala 167279 208 0.12 13067 6124 30 0.49 3.66
Honduras 160171 383 0.24 19242 3866 9 0.23 2.41
Qatar 157244 440 0.28 8225 255 0 0.00 0.16
Ethiopia 147092 1388 0.95 13325 2194 13 0.60 1.49
Nigeria 146184 520 0.36 24618 1752 5 0.29 1.20
Paraguay 144042 599 0.42 16390 2936 16 0.55 2.04
Burma 141601 16 0.01 4027 3189 1 0.03 2.25
Oman 137306 684 0.50 4262 1542 3 0.19 1.12
Venezuela 133218 475 0.36 9509 1279 6 0.47 0.96
Libya 127354 473 0.37 13666 2018 4 0.20 1.58
Bosnia and Herzegovina 125402 0 0.00 5982 4881 0 0.00 3.89
Bahrain 112742 640 0.57 12925 403 5 1.26 0.36
Algeria 110711 198 0.18 5115 2939 4 0.14 2.65
Kenya 102867 75 0.07 2884 1795 0 0.00 1.74
China 100599 21 0.02 1352 4829 0 0.00 4.80

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 3485841 5613 0.16 298366 47057 183 0.39 1.35 88221.84 1190.95 1 in 11
Texas 2565258 4865 0.19 314837 41273 124 0.30 1.61 88469.74 1423.41 1 in 11
Florida 1827373 5436 0.30 177924 28779 96 0.33 1.57 85082.19 1339.95 1 in 12
New York 1539870 8330 0.54 204175 45884 133 0.29 2.98 79156.20 2358.64 1 in 13
Illinois 1162154 1631 0.14 60335 22121 34 0.15 1.90 91711.68 1745.68 1 in 11
Georgia 964737 1929 0.20 97826 15871 21 0.13 1.65 90863.57 1494.81 1 in 11
Ohio 939350 1809 0.19 75028 16346 6 0.04 1.74 80361.19 1398.40 1 in 12
Pennsylvania 896996 2336 0.26 89894 23065 22 0.10 2.57 70066.92 1801.67 1 in 14
North Carolina 821894 3170 0.39 103082 10491 38 0.36 1.28 78364.55 1000.28 1 in 13
Arizona 797270 1947 0.24 74696 14978 30 0.20 1.88 104698.78 1966.94 1 in 10
Tennessee 757418 1347 0.18 48701 10933 31 0.28 1.44 110844.24 1599.99 1 in 9
New Jersey 745987 2168 0.29 83179 22454 14 0.06 3.01 83986.83 2527.98 1 in 12
Indiana 648875 1218 0.19 37836 12173 24 0.20 1.88 96383.53 1808.17 1 in 10
Michigan 628956 0 0.00 32210 16119 0 0.00 2.56 62978.37 1614.02 1 in 16
Wisconsin 607213 562 0.09 25836 6745 1 0.01 1.11 104288.52 1158.45 1 in 10
Massachusetts 557777 1882 0.34 57740 15484 60 0.39 2.78 80261.42 2228.07 1 in 12
Virginia 549999 2575 0.47 77552 7012 16 0.23 1.27 64436.50 821.51 1 in 16
Missouri 487338 490 0.10 23482 7771 5 0.06 1.59 79404.27 1266.17 1 in 13
South Carolina 487293 4153 0.86 68968 7998 87 1.10 1.64 94643.63 1553.40 1 in 11
Alabama 480931 1075 0.22 39761 9242 0 0.00 1.92 98085.43 1884.90 1 in 10
Minnesota 473567 776 0.16 18578 6444 7 0.11 1.36 83971.26 1142.63 1 in 12
Louisiana 419891 1306 0.31 36029 9292 16 0.17 2.21 90322.57 1998.80 1 in 11
Colorado 413836 853 0.21 27551 5824 10 0.17 1.41 71862.30 1011.33 1 in 14
Oklahoma 413542 1266 0.31 40452 4024 30 0.75 0.97 104509.74 1016.94 1 in 10
Kentucky 388798 1708 0.44 42660 4282 10 0.23 1.10 87024.72 958.44 1 in 11
Maryland 370983 847 0.23 29531 7554 18 0.24 2.04 61363.32 1249.49 1 in 16
Utah 361294 710 0.20 24889 1794 4 0.22 0.50 112694.55 559.58 1 in 9
Iowa 329258 219 0.07 16121 5236 0 0.00 1.59 104358.38 1659.55 1 in 10
Washington 328047 0 0.00 27849 4675 0 0.00 1.43 43079.66 613.93 1 in 23
Arkansas 313028 466 0.15 28962 5265 13 0.25 1.68 103726.36 1744.63 1 in 10
Kansas 288475 0 0.00 19567 4329 0 0.00 1.50 99019.54 1485.94 1 in 10
Nevada 288348 512 0.18 17441 4709 15 0.32 1.63 93614.74 1528.82 1 in 11
Mississippi 287436 1093 0.38 23217 6462 1 0.02 2.25 96579.84 2171.26 1 in 10
Connecticut 267337 0 0.00 29522 7381 0 0.00 2.76 74983.30 2070.24 1 in 13
Nebraska 197236 209 0.11 10089 2002 0 0.00 1.02 101961.94 1034.94 1 in 10
New Mexico 180571 282 0.16 11366 3529 13 0.37 1.95 86116.23 1683.02 1 in 12
Idaho 167483 0 0.00 7977 1803 0 0.00 1.08 93458.11 1006.10 1 in 11
Oregon 150281 247 0.16 12113 2137 0 0.00 1.42 35630.72 506.67 1 in 28
West Virginia 127588 306 0.24 12281 2210 9 0.41 1.73 71392.00 1236.61 1 in 14
Rhode Island 120821 0 0.00 11086 2290 0 0.00 1.90 114050.83 2161.68 1 in 9
South Dakota 110315 110 0.10 3167 1844 6 0.33 1.67 124697.76 2084.42 1 in 8
North Dakota 98597 46 0.05 1780 1461 0 0.00 1.48 129381.86 1917.17 1 in 8
Puerto Rico 97609 296 0.30 6581 1919 4 0.21 1.97 30563.04 600.87 1 in 33
Montana 97401 104 0.11 5749 1327 0 0.00 1.36 91133.05 1241.60 1 in 11
Delaware 83003 331 0.40 8428 1283 1 0.08 1.55 85239.34 1317.57 1 in 12
New Hampshire 70785 280 0.40 8448 1133 3 0.27 1.60 52058.86 833.27 1 in 19
Alaska 56405 0 0.00 3090 282 0 0.00 0.50 77103.94 385.49 1 in 13
Wyoming 53136 50 0.09 2238 647 0 0.00 1.22 91810.24 1117.91 1 in 11
Maine 42529 104 0.25 5931 649 2 0.31 1.53 31638.61 482.81 1 in 32
District of Columbia 38918 122 0.31 3617 979 0 0.00 2.52 55144.25 1387.18 1 in 18
Hawaii 27058 43 0.16 1679 425 1 0.24 1.57 19110.48 300.17 1 in 52
Vermont 13677 116 0.86 2644 189 0 0.00 1.38 21918.66 302.89 1 in 46

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 45703217 3485841 7.63 5417502 298366 5.51 1156685.5
2 Texas 18810731 2565258 13.64 2249591 314837 14.00 648738.0
3 Florida 20525810 1827373 8.90 2127986 177924 8.36 955678.4
4 New York 35036952 1539870 4.39 4493940 204175 4.54 1801056.0
5 Illinois 17171858 1162154 6.77 1762026 60335 3.42 1355121.6
6 Georgia 6853061 964737 14.08 644201 97826 15.19 645454.3
7 Ohio 9587475 939350 9.80 809604 75028 9.27 820206.4
8 Pennsylvania 9799882 896996 9.15 5437285 89894 1.65 765496.8
9 North Carolina 9722096 821894 8.45 1197549 103082 8.61 926965.9
10 Arizona 3628163 797270 21.97 277917 74696 26.88 476456.2
11 Tennessee 6726614 757418 11.26 437163 48701 11.14 984405.5
12 New Jersey 10079702 745987 7.40 1021215 83179 8.15 1134821.7
13 Indiana 7557530 648875 8.59 819189 37836 4.62 1122591.2
14 Michigan 9839545 628956 6.39 753436 32210 4.28 985249.4
15 Wisconsin 6500249 607213 9.34 509779 25836 5.07 1116414.4
16 Massachusetts 14948553 557777 3.73 1980629 57740 2.92 2151024.8
17 Virginia 5607650 549999 9.81 600600 77552 12.91 656978.2
18 Missouri 4331743 487338 11.25 280355 23482 8.38 705791.2
19 South Carolina 4672026 487293 10.43 686914 68968 10.04 907416.1
20 Alabama 2228906 480931 21.58 142351 39761 27.93 454583.3
21 Minnesota 6586481 473567 7.19 534258 18578 3.48 1167892.0
22 Louisiana 5338034 419891 7.87 522464 36029 6.90 1148262.1
23 Colorado 5851957 413836 7.07 605046 27551 4.55 1016187.8
24 Oklahoma 3371147 413542 12.27 307343 40452 13.16 851951.4
25 Kentucky 3758264 388798 10.35 255200 42660 16.72 841212.9
26 Maryland 7466180 370983 4.97 742678 29531 3.98 1234961.2
27 Utah 2739498 361294 13.19 209702 24889 11.87 854502.2
28 Iowa 1280992 329258 25.70 45933 16121 35.10 406010.6
29 Washington 4896154 328047 6.70 522508 27849 5.33 642970.8
30 Arkansas 2584498 313028 12.11 237110 28962 12.21 856410.8
31 Kansas 1217589 288475 23.69 80178 19567 24.40 417939.5
32 Nevada 2612420 288348 11.04 193385 17441 9.02 848145.3
33 Mississippi 1648073 287436 17.44 127739 23217 18.18 553760.2
34 Connecticut 6214545 267337 4.30 760931 29522 3.88 1743070.1
35 Nebraska 2252919 197236 8.75 231503 10089 4.36 1164655.5
36 New Mexico 2543345 180571 7.10 298237 11366 3.81 1212948.2
37 Idaho 622353 167483 26.91 32724 7977 24.38 347282.6
38 Oregon 3384703 150281 4.44 340911 12113 3.55 802492.7
39 West Virginia 2085558 127588 6.12 225221 12281 5.45 1166976.2
40 Rhode Island 2736973 120821 4.41 373842 11086 2.97 2583607.5
41 South Dakota 413448 110315 26.68 16209 3167 19.54 467353.0
42 North Dakota 1378291 98597 7.15 52400 1780 3.40 1808633.7
44 Montana 1023871 97401 9.51 112185 5749 5.12 957982.9
45 Delaware 1319220 83003 6.29 142379 8428 5.92 1354763.6
46 New Hampshire 1363148 70785 5.19 158127 8448 5.34 1002527.7
47 Alaska 1584548 56405 3.56 131078 3090 2.36 2166029.4
48 Wyoming 604578 53136 8.79 30710 2238 7.29 1044611.0
49 Maine 1497048 42529 2.84 188034 5931 3.15 1113699.3
50 District of Columbia 1169684 38918 3.33 120733 3617 3.00 1657365.4
51 Hawaii 1034740 27058 2.61 92437 1679 1.82 730814.7
52 Vermont 966693 13677 1.41 118710 2644 2.23 1549214.8

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 6111063 563078 1987 0.35 9.21 3562 364 50617 27781 4.93
Veneto 4573844 321475 515 0.16 7.03 927 113 24814 9498 2.95
Campania 2669884 242916 1603 0.66 9.10 1322 111 68994 4006 1.65
Emilia-Romagna 3436964 235734 1323 0.56 6.86 1911 171 37920 10126 4.30
Piemonte 2309767 233406 549 0.24 10.11 1913 140 12361 9131 3.91
Lazio 3705417 219305 809 0.37 5.92 2092 259 39589 5472 2.50
Sicilia 2115681 145744 479 0.33 6.89 1030 165 34866 3848 2.64
Toscana 2458071 143375 725 0.51 5.83 693 130 12165 4431 3.09
Puglia 1435404 135156 732 0.54 9.42 1359 161 41654 3599 2.66
Liguria 944081 73815 274 0.37 7.82 591 62 5015 3515 4.76
Friuli Venezia Giulia 1246637 72148 216 0.30 5.79 414 61 9771 2693 3.73
Marche 757070 60808 355 0.59 8.03 544 80 8130 2104 3.46
P.A. Bolzano 609106 48572 395 0.82 7.97 255 40 8358 943 1.94
Abruzzo 828505 47771 222 0.47 5.77 547 52 11648 1563 3.27
Umbria 731666 40959 292 0.72 5.60 451 84 8166 904 2.21
Sardegna 660526 40207 83 0.21 6.09 320 27 14002 1066 2.65
Calabria 553848 35436 151 0.43 6.40 206 22 6752 647 1.83
P.A. Trento 568411 30331 167 0.55 5.34 164 26 2789 1177 3.88
Basilicata 228848 14251 74 0.52 6.23 66 6 3450 352 2.47
Molise 150003 9483 112 1.20 6.32 69 9 1585 308 3.25
Valle d’Aosta 73785 7909 5 0.06 10.72 13 2 137 413 5.22

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Ontario 290677 753 0.26 6660 0 0.00 2.29 19758.05 452.70 1 in 51
Quebec 276790 910 0.33 10214 13 0.13 3.69 32419.84 1196.34 1 in 31
Alberta 128824 284 0.22 1780 5 0.28 1.38 29190.97 403.34 1 in 34
British Columbia 72750 0 0.00 1288 0 0.00 1.77 14234.24 252.01 1 in 70
Manitoba 30766 79 0.26 871 5 0.58 2.83 22334.39 632.30 1 in 45
Saskatchewan 26550 161 0.61 354 0 0.00 1.33 22468.28 299.58 1 in 45
Nova Scotia 1593 1 0.06 65 0 0.00 4.08 1629.74 66.50 1 in 614
New Brunswick 1400 2 0.14 22 0 0.00 1.57 1794.89 28.21 1 in 557
Newfoundland and Labrador 697 11 1.60 4 0 0.00 0.57 1336.88 7.67 1 in 748
Nunavut 311 3 0.97 1 0 0.00 0.32 NA NA 1 in NA
Prince Edward Island 114 0 0.00 0 0 NaN 0.00 720.80 0.00 1 in 1387
Yukon 71 0 0.00 1 0 0.00 1.41 1728.42 24.34 1 in 579
Northwest Territories 43 0 0.00 0 0 NaN 0.00 957.60 0.00 1 in 1044
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 84475.19 1483.30 1 in 12
India 8152.79 116.30 1 in 123
Brazil 46987.64 1143.07 1 in 21
United Kingdom 60956.05 1766.81 1 in 16
Russia 27865.09 545.50 1 in 36
France 51767.19 1208.55 1 in 19
Spain 65495.82 1387.63 1 in 15
Italy 45004.61 1547.24 1 in 22
Turkey 32003.25 339.95 1 in 31
Germany 28285.35 786.41 1 in 35
Colombia 44732.81 1173.94 1 in 22
Argentina 45760.06 1134.76 1 in 22
Mexico 15424.10 1348.35 1 in 65
Poland 41836.62 1074.43 1 in 24
Iran 18707.04 726.28 1 in 53
South Africa 26301.25 844.48 1 in 38
Ukraine NA NA 1 in NA
Peru 38399.07 1358.50 1 in 26
Indonesia 4611.62 125.69 1 in 217
Czechia 102160.47 1703.57 1 in 10

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 1166552 19068 1.63
Maricopa Arizona 498297 8505 1.71
Cook Illinois 465914 9135 1.96
Miami-Dade Florida 393971 5170 1.31
Harris Texas 337012 4753 1.41
Riverside California 285414 3524 1.23
San Bernardino California 282169 2392 0.85
Dallas Texas 274425 3185 1.16
Orange California 256889 3577 1.39
San Diego California 252250 3037 1.20
Tarrant Texas 235167 2625 1.12
Clark Nevada 222429 3639 1.64
Queens New York 194714 8463 4.35
Kings New York 192881 8761 4.54
Bexar Texas 187746 2681 1.43
Broward Florida 184773 2256 1.22
Suffolk New York 154098 2953 1.92
Nassau New York 139516 2812 2.02
Salt Lake Utah 135294 716 0.53
Bronx New York 132334 5644 4.26
El Paso Texas 119476 2250 1.88
Palm Beach Florida 114467 2322 2.03
Philadelphia Pennsylvania 114308 3009 2.63
Orange Florida 109453 1015 0.93
Franklin Ohio 108993 1163 1.07
Middlesex Massachusetts 107656 3312 3.08
Santa Clara California 107397 1666 1.55
Pima Arizona 106812 2075 1.94
Hillsborough Florida 106420 1397 1.31
Milwaukee Wisconsin 105661 1224 1.16
Westchester New York 101511 2021 1.99
Kern California 100290 687 0.69
Wayne Michigan 99289 4083 4.11
Hennepin Minnesota 98278 1569 1.60
New York New York 94575 3750 3.97
Fresno California 92807 1291 1.39
Mecklenburg North Carolina 92803 815 0.88
Cuyahoga Ohio 92699 1621 1.75
Sacramento California 90401 1372 1.52
Marion Indiana 89176 1606 1.80
Gwinnett Georgia 88564 868 0.98
Utah Utah 87740 306 0.35
St. Louis Missouri 86487 1851 2.14
Duval Florida 86163 1033 1.20
Shelby Tennessee 85092 1432 1.68
Fulton Georgia 81871 1050 1.28
King Washington 81541 1311 1.61
Essex Massachusetts 81114 2078 2.56
Collin Texas 79681 681 0.85
Davidson Tennessee 79178 809 1.02
Oklahoma Oklahoma 78840 666 0.84
Providence Rhode Island 78666 1674 2.13
Alameda California 78356 1120 1.43
Fairfield Connecticut 76511 1986 2.60
Ventura California 75481 732 0.97
Suffolk Massachusetts 75435 1646 2.18
DuPage Illinois 74877 1153 1.54
Travis Texas 73538 804 1.09
Allegheny Pennsylvania 73217 1644 2.25
Oakland Michigan 72810 1953 2.68
Bergen New Jersey 72420 2553 3.53
Wake North Carolina 71233 512 0.72
Hidalgo Texas 70992 2549 3.59
Prince George’s Maryland 70980 1285 1.81
Hamilton Ohio 70979 909 1.28
Jefferson Kentucky 70234 760 1.08
Essex New Jersey 69664 2603 3.74
Jefferson Alabama 69514 1298 1.87
Middlesex New Jersey 68756 2026 2.95
Tulsa Oklahoma 68655 650 0.95
New Haven Connecticut 67586 1859 2.75
Hartford Connecticut 67328 2223 3.30
Cobb Georgia 66632 834 1.25
Hudson New Jersey 65275 1945 2.98
San Joaquin California 64969 992 1.53
Fairfax Virginia 63800 829 1.30
Will Illinois 63393 870 1.37
Pinellas Florida 63171 1371 2.17
Worcester Massachusetts 62980 1952 3.10
Douglas Nebraska 62818 603 0.96
Erie New York 61800 1546 2.50
Montgomery Maryland 61643 1372 2.23
Greenville South Carolina 60996 809 1.33
Contra Costa California 60537 622 1.03
Denton Texas 60167 592 0.98
Lake Illinois 58006 901 1.55
Denver Colorado 57790 749 1.30
Macomb Michigan 57395 1930 3.36
Lee Florida 55513 854 1.54
Fort Bend Texas 55272 530 0.96
Ocean New Jersey 54812 1761 3.21
DeKalb Georgia 54510 737 1.35
Passaic New Jersey 54472 1641 3.01
Polk Florida 54435 1056 1.94
Stanislaus California 54148 899 1.66
Union New Jersey 54029 1716 3.18
Bristol Massachusetts 53868 1439 2.67
Richmond New York 53403 1520 2.85
Monmouth New Jersey 53108 1343 2.53
Sedgwick Kansas 52423 630 1.20

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc